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Timeline - Execution started 09/03/2025 15:46 UTC
By Guilherme Ruiz

---

Table of Contents

• 1 Data preparation
  • 1.1 Load data
  • 1.2 Merge data
• 2 Data visualization
  • 2.1 Debut
    • 2.1.1 By Format
    • 2.1.2 By Region
    • 2.1.3 By Card type
    • 2.1.4 By Primary type
    • 2.1.5 By Secondary type
    • 2.1.6 By Attribute
    • 2.1.7 By Monster type
    • 2.1.8 By Level/Rank
    • 2.1.9 By Pendulum scale
    • 2.1.10 By Link
    • 2.1.11 By ATK
    • 2.1.12 By DEF
  • 2.2 Last release
    • 2.2.1 By Region
    • 2.2.2 By Card type
    • 2.2.3 By Primary type
    • 2.2.4 By Secondary type
    • 2.2.5 By Attribute
    • 2.2.6 By Monster type
    • 2.2.7 By Level/Rank
    • 2.2.8 By Pendulum scale
    • 2.2.9 By Link
    • 2.2.10 By ATK
    • 2.2.11 By DEF
  • 2.3 All releases
    • 2.3.1 By Region
    • 2.3.2 By Card type
    • 2.3.3 By Primary type
    • 2.3.4 By Secondary type
    • 2.3.5 By Attribute
    • 2.3.6 By Monster type
    • 2.3.7 By Level/Rank
    • 2.3.8 By Pendulum scale
    • 2.3.9 By Link
    • 2.3.10 By ATK
    • 2.3.11 By DEF
• 3 Merge failed
  • 3.1 Names missing
  • 3.2 Card number missing
• 4 Epilogue
  • 4.1 HTML export
  • 4.2 Git

Data preparation

Load data

Cards file loaded.

Speed file loaded.

Sets file loaded.

Merge data

Data visualization

Rush duel and Bandai cards are not included.

Name	Password	Card type	Property	Archseries	Effect type	TCG status	OCG status	Page name	Card page URL	Artwork	OCG debut	Card modification date	TCG debut	Errata	Attribute	Primary type	Secondary type	Monster type	DEF	Pendulum Scale	Link Arrows	ATK	Level/Rank/Link	TCG Speed Duel status	Speed debut	Character	Set	Card number	Rarity	Print	Quantity	Region	Set page URL	Set modification date	Release	Series	Set type	Cover card
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Debut

	All formats
Debut
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By Format

Monsters' debut per format

	OCG debut	TCG debut	Speed debut
Name
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Debuts per date for each format

Format	OCG debut	Speed debut	TCG debut
Debut
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By Region

Obs: Debut by region is taken from earliest release date in set lists. It may not be as accurate as card specific properties.

Region	AE	AU	DE	EN	EU	FC	FR	IT	JA	JP	KO	KR	NA	PT	SC	SP
Name
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First releases per date

Region	AE	AU	DE	EN	EU	FC	FR	IT	JA	JP	KR	NA	PT	SC	SP
First release
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By Card type

Card type	Counter	Monster Card	Non-game card	Skill Card	Spell Card	Trap Card
Debut
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By Primary type

Primary type	Effect Monster	Fusion Monster	Link Monster	Monster Token	Normal Monster	Ritual Monster	Synchro Monster	Xyz Monster
Debut
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By Secondary type

Secondary type	Flip monster	Gemini monster	Spirit monster	Toon monster	Tuner monster	Union monster
Debut
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By Attribute

Attribute	?	DARK	DIVINE	EARTH	FIRE	LIGHT	WATER	WIND
Debut
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By Monster type

Monster type	?	Aqua	Beast	Beast-Warrior	Creator God	Cyberse	Dinosaur	Divine-Beast	Dragon	Fairy	Fiend	Fish	Illusion	Insect	Machine	Plant	Psychic	Pyro	Reptile	Rock	Sea Serpent	Spellcaster	Thunder	Warrior	Winged Beast	Wyrm	Zombie
Debut
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By Level/Rank

	count	mean	std	min	25%	50%	75%	max
Debut
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By Pendulum scale

	count	mean	std	min	25%	50%	75%	max
Debut
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By Link

	count	mean	std	min	25%	50%	75%	max
Debut
Loading ITables v2.2.3 from the init_notebook_mode cell... (need help?)

By ATK

	count	mean	std	min	25%	50%	75%	max
Debut
Loading ITables v2.2.3 from the init_notebook_mode cell... (need help?)

By DEF

	count	mean	std	min	25%	50%	75%	max
Debut
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Last release

Obs: Only the last release of an individual card name

	All formats
Last release
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By Region

Region	AE	AU	DE	EN	EU	FC	FR	IT	JA	JP	KO	KR	NA	PT	SC	SP
Name
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Last releases by date

Region	AE	AU	DE	EN	EU	FC	FR	IT	JA	JP	KR	NA	PT	SC	SP
Last release
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By Card type

Card type	Counter	Monster Card	Non-game card	Skill Card	Spell Card	Trap Card
Last release
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By Primary type

Primary type	Effect Monster	Fusion Monster	Link Monster	Monster Token	Normal Monster	Ritual Monster	Synchro Monster	Xyz Monster
Last release
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By Secondary type

Secondary type	Flip monster	Gemini monster	Spirit monster	Toon monster	Tuner monster	Union monster
Last release
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By Attribute

Attribute	?	DARK	DIVINE	EARTH	FIRE	LIGHT	WATER	WIND
Last release
Loading ITables v2.2.3 from the init_notebook_mode cell... (need help?)

By Monster type

Monster type	?	Aqua	Beast	Beast-Warrior	Creator God	Cyberse	Dinosaur	Divine-Beast	Dragon	Fairy	Fiend	Fish	Illusion	Insect	Machine	Plant	Psychic	Pyro	Reptile	Rock	Sea Serpent	Spellcaster	Thunder	Warrior	Winged Beast	Wyrm	Zombie
Last release
Loading ITables v2.2.3 from the init_notebook_mode cell... (need help?)

By Level/Rank

	count	mean	std	min	25%	50%	75%	max
Last release
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By Pendulum scale

	count	mean	std	min	25%	50%	75%	max
Last release
Loading ITables v2.2.3 from the init_notebook_mode cell... (need help?)

By Link

	count	mean	std	min	25%	50%	75%	max
Last release
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By ATK

	count	mean	std	min	25%	50%	75%	max
Last release
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By DEF

	count	mean	std	min	25%	50%	75%	max
Last release
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All releases

Obs: All releases includes reprints

	Name
Release
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By Region

Region	AE	AU	DE	EN	EU	FC	FR	IT	JA	JP	KR	NA	PT	SC	SP
All releases
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By Card type

Card type	Counter	Monster Card	Non-game card	Skill Card	Spell Card	Trap Card
All releases
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By Primary type

Primary type	Effect Monster	Fusion Monster	Link Monster	Monster Token	Normal Monster	Ritual Monster	Synchro Monster	Xyz Monster
All releases
Loading ITables v2.2.3 from the init_notebook_mode cell... (need help?)

By Secondary type

Secondary type	Flip monster	Gemini monster	Spirit monster	Toon monster	Tuner monster	Union monster
All releases
Loading ITables v2.2.3 from the init_notebook_mode cell... (need help?)

By Attribute

Attribute	?	DARK	DIVINE	EARTH	FIRE	LIGHT	WATER	WIND
All releases
Loading ITables v2.2.3 from the init_notebook_mode cell... (need help?)

By Monster type

Monster type	?	Aqua	Beast	Beast-Warrior	Creator God	Cyberse	Dinosaur	Divine-Beast	Dragon	Fairy	Fiend	Fish	Illusion	Insect	Machine	Plant	Psychic	Pyro	Reptile	Rock	Sea Serpent	Spellcaster	Thunder	Warrior	Winged Beast	Wyrm	Zombie
All releases
Loading ITables v2.2.3 from the init_notebook_mode cell... (need help?)

By Level/Rank

	count	mean	std	min	25%	50%	75%	max
All releases
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By Pendulum scale

	count	mean	std	min	25%	50%	75%	max
All releases
Loading ITables v2.2.3 from the init_notebook_mode cell... (need help?)

By Link

	count	mean	std	min	25%	50%	75%	max
All releases
Loading ITables v2.2.3 from the init_notebook_mode cell... (need help?)

By ATK

	count	mean	std	min	25%	50%	75%	max
All releases
Loading ITables v2.2.3 from the init_notebook_mode cell... (need help?)

By DEF

	count	mean	std	min	25%	50%	75%	max
All releases
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Merge failed

Names missing

Likely due to card being renamed but the old name kept in the set lists

	Name	Password	Card type	Property	Archseries	Effect type	TCG status	OCG status	Page name	Page URL	Artwork	OCG debut	Modification date	TCG debut	Errata	Attribute	Primary type	Secondary type	Monster type	DEF	Pendulum Scale	Link Arrows	ATK	Level/Rank/Link
Loading ITables v2.2.3 from the init_notebook_mode cell... (need help?)

Card number missing

Likely old OCG cards without card number

	Set	Card number	Name	Rarity	Print	Quantity	Region	Page URL	Modification date	Release	Series	Set type	Cover card
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Epilogue

[updates c5bf8dd] Timeline report benchmarked - 2025-03-09T15:59:40.809404+00:00
 1 file changed, 7 insertions(+)

Execution completed 09/03/2025 15:59 UTC

HTML export

Notebook saved to disk